# Canary 180M Flash vs Celeris-1

> Side-by-side benchmark comparison for Canary 180M Flash and Celeris-1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/canary-180m-flash-vs-celeris-1
- Last updated: September 30, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Canary 180M Flash and Celeris-1.

## Summary

- Canary 180M Flash and Celeris-1 do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Canary 180M Flash | Celeris-1 |
|----------|----------|----------|
| Creator | NVIDIA | Celeris |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | N/A | 128K |
| Independent public score (not head-to-head) | null | 31.44 |
| Benchmarks Covered | 0 | 4 |
| Pricing (input/output) | Pricing unavailable / Pricing unavailable | $0.20 / $0.70 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Celeris-1 public-lane score: 14.8 (Estimated · #107/117)

### Coding

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Celeris-1 public-lane score: 19.5 (Estimated · #125/143)

### Reasoning

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Celeris-1 public-lane score: 48.3 (Unranked · 3 rankable rows)

| Benchmark | Canary 180M Flash | Celeris-1 | Winner |
|-----------|-----------|-----------|--------|
| DROP | Coming soon | 81.4% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Celeris-1 public-lane score: 29 (Supported · #149/169)

| Benchmark | Canary 180M Flash | Celeris-1 | Winner |
|-----------|-----------|-----------|--------|
| MMLU-Pro | Coming soon | 75.9% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Celeris-1 public-lane score: Coming soon

| Benchmark | Canary 180M Flash | Celeris-1 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 80.8% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Canary 180M Flash public-lane score: Coming soon
- Celeris-1 public-lane score: Coming soon

| Benchmark | Canary 180M Flash | Celeris-1 | Winner |
|-----------|-----------|-----------|--------|
| GSM8K | Coming soon | 93.7% | Coming soon |

## FAQ

### Can I compare Canary 180M Flash and Celeris-1 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Canary 180M Flash vs GPT-6 Astra](/compare/canary-180m-flash-vs-gpt-6-astra)
- [Celeris-1 vs GPT-6 Astra](/compare/celeris-1-vs-gpt-6-astra)
- [Canary 180M Flash vs Claude Opus 5.5](/compare/canary-180m-flash-vs-claude-opus-5-5)
- [Celeris-1 vs Claude Opus 5.5](/compare/celeris-1-vs-claude-opus-5-5)

## Explore More

- [Canary 180M Flash profile](/models/canary-180m-flash)
- [Celeris-1 profile](/models/celeris-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)